If the Power Saving Mode is active, then that notification will not go away. Yes, with root you could apply some sort of hack to make this happen or install an app that lets you 'hide' stuff from the notification bar, but in stock mode, you can't. Sorry.

Now, if your Power Saving Mode is NOT active and you still have the notification, then something is wrong as that should not happen.